{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Read csv results simulated by C++ implementation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import csv\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x800 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "with open(\"../build/sod.csv\", \"r\") as file:\n",
    "    data = [v for v in csv.reader(file)]\n",
    "data = np.array(data[1:], dtype=np.double)\n",
    "\n",
    "plt.figure(figsize=(10,8), dpi=100)\n",
    "states = (r\"$\\rho$\", r\"$u$\", r\"$p$\", r\"$\\rho e$\")\n",
    "x = data[:, 0]\n",
    "profiles = (data[:, 1], data[:, 2], data[:, 3], data[:, 4])\n",
    "for i, (state, profile) in enumerate(zip(states, profiles)):\n",
    "    plt.subplot(2, 2, i+1)\n",
    "    plt.plot(x, profile, linewidth=1)\n",
    "    plt.xlabel(\"$x$\")\n",
    "    plt.ylabel(state)\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x800 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "with open(\"../build/shu.csv\", \"r\") as file:\n",
    "    data = [v for v in csv.reader(file)]\n",
    "data = np.array(data[1:], dtype=np.double)\n",
    "\n",
    "plt.figure(figsize=(10,8), dpi=100)\n",
    "states = (r\"$\\rho$\", r\"$u$\", r\"$p$\", r\"$\\rho e$\")\n",
    "x = data[:, 0]\n",
    "profiles = (data[:, 1], data[:, 2], data[:, 3], data[:, 4])\n",
    "for i, (state, profile) in enumerate(zip(states, profiles)):\n",
    "    plt.subplot(2, 2, i+1)\n",
    "    plt.plot(x, profile, linewidth=1)\n",
    "    plt.xlabel(\"$x$\")\n",
    "    plt.ylabel(state)\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "gpytorch",
   "language": "python",
   "name": "gpytorch"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
